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Sangwoong Yoon's Projects

hedwig icon hedwig

A subgroup discovery tool that can use ontological domain knowledge (RDF graphs) in the learning process. Subgroup descriptions contain terms from the given domain knowledge and enable potentially better generalizations.

if-estimators icon if-estimators

Estimators for Information Theoretic Functionals using Influence Functions

igebm-pytorch icon igebm-pytorch

Implicit Generation and Generalization in Energy Based Models in PyTorch

irl-maxent icon irl-maxent

Maximum Entropy and Maximum Causal Entropy Inverse Reinforcement Learning Implementation in Python

jem icon jem

Project site for "Your Classifier is Secretly an Energy-Based Model and You Should Treat it Like One"

kernel_hmc icon kernel_hmc

Code for NIPS 2015 "Gradient-Free Hamiltonian Monte Carlo via Effecient Kernel Exponential Families"

langevinmc icon langevinmc

MIGSAA Project 2 - Langevin Monte Carlo Algorithms

memae-anomaly-detection icon memae-anomaly-detection

MemAE for anomaly detection. -- Gong, Dong, et al. "Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection". ICCV 2019.

mingpt icon mingpt

A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

ncsn icon ncsn

Noise Conditional Score Networks

ncsnv2 icon ncsnv2

The official PyTorch implementation for NCSNv2

no_plugins icon no_plugins

"Slides" and supplemental info from my August 3rd 2016 NYC Vim talk

normalized-autoencoders icon normalized-autoencoders

The official repository for <Autoencoding Under Normalization Constraints> (Yoon, Noh and Park, ICML 2021).

normalizing_flows icon normalizing_flows

Pytorch implementations of density estimation algorithms: BNAF, Glow, MAF, RealNVP, planar flows

nvae icon nvae

The Official PyTorch Implementation of "NVAE: A Deep Hierarchical Variational Autoencoder"

onnx2keras icon onnx2keras

Convert ONNX model graph to Keras model format.

pandas icon pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

pis icon pis

[ICLR 2022] Path integral sampler

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